Skip to main content

Advertisement

Log in

A Bilevel p-median model for the planning and protection of critical facilities

  • Published:
Journal of Heuristics Aims and scope Submit manuscript

Abstract

The bilevel p-median problem for the planning and protection of critical facilities involves a static Stackelberg game between a system planner (defender) and a potential attacker. The system planner determines firstly where to open p critical service facilities, and secondly which of them to protect with a limited protection budget. Following this twofold action, the attacker decides which facilities to interdict simultaneously, where the maximum number of interdictions is fixed. Partial protection or interdiction of a facility is not possible. Both the defender’s and the attacker’s actions have deterministic outcome; i.e., once protected, a facility becomes completely immune to interdiction, and an attack on an unprotected facility destroys it beyond repair. Moreover, the attacker has perfect information about the location and protection status of facilities; hence he would never attack a protected facility. We formulate a bilevel integer program (BIP) for this problem, in which the defender takes on the leader’s role and the attacker acts as the follower. We propose and compare three different methods to solve the BIP. The first method is an optimal exhaustive search algorithm with exponential time complexity. The second one is a two-phase tabu search heuristic developed to overcome the first method’s impracticality on large-sized problem instances. Finally, the third one is a sequential solution method in which the defender’s location and protection decisions are separated. The efficiency of these three methods is extensively tested on 75 randomly generated instances each with two budget levels. The results show that protection budget plays a significant role in maintaining the service accessibility of critical facilities in the worst-case interdiction scenario.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Aksen, D., Piyade, N., Aras, N.: The budget constrained r-interdiction median problem with capacity expansion. Cent. Eur. J. Oper. Res. 18(3), 269–291 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  • Aras, N., Aksen, D.: Locating collection centers for distance- and incentive-dependent returns. Int. J. Prod. Econ. 111(2), 316–333 (2008)

    Article  Google Scholar 

  • Aras, N., Aksen, D., Tanuğur, A.G.: Locating collection centers for incentive-dependent returns under a pick-up policy with capacitated vehicles. Eur. J. Oper. Res. 191(3), 1223–1240 (2008)

    Article  MATH  Google Scholar 

  • Berman, O., Drezner, T., Drezner, Z., Wesolowsky, G.O.: A defensive maximal covering problem on a network. Int. Trans. Oper. Res. 16(1), 69–86 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  • Church, R.L., Cohon, J.L.: Multiobjective location analysis of regional energy facility sitting problems. Report prepared for the US Energy Research and Development Administration (BNL 50567) (1976)

  • Church, R.L., ReVelle, C.: The maximal covering location problem. Pap. Reg. Sci. Assoc., 32(1), 101–118 (1974)

    Article  Google Scholar 

  • Church, R.L., Scaparra, M.P.: Protecting critical assets: the r-interdiction median problem with fortification. Geogr. Anal. 39(2), 129–146 (2007)

    Article  Google Scholar 

  • Church, R.L., Scaparra, M.P., Middleton, R.S.: Identifying critical infrastructure: the median and covering facility interdiction problems. Ann. Assoc. Am. Geogr. 94(3), 491–502 (2004)

    Article  Google Scholar 

  • Glover, F., Laguna, M.: Tabu Search. Kluwer Academic, Dordrecht (1997)

    Book  MATH  Google Scholar 

  • Moore, J.T., Bard, J.F.: The mixed-integer linear bilevel programming problem. Oper. Res. 38(5), 911–921 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  • Murray, A.T., Grubesic, T.H. (eds.): Critical Infrastructure: Reliability and Vulnerability. Advances in Spatial Sciences. Springer, Berlin (2007)

    Google Scholar 

  • O’Hanley, J., Church, R.L.: Designing robust coverage networks to hedge against worst-case facility losses. Eur. J. Oper. Res. (2010). doi:10.1016/j.ejor.2010.08.030

    Google Scholar 

  • O’Hanley, J.R., Church, R.L., Gilless, K.: Locating and protecting critical reserve sites to minimize expected and worst-case losses. Biol. Conserv. 134(1), 130–141 (2007)

    Article  Google Scholar 

  • Rolland, E., Schilling, D., Current, J.R.: An efficient tabu search procedure for the p-median problem. Eur. J. Oper. Res. 96(2), 329–342 (1996)

    Article  Google Scholar 

  • Scaparra, M.P., Church, R.L.: An exact solution approach for the interdiction median problem with fortification. Eur. J. Oper. Res. 189(1), 76–92 (2008a)

    Article  MATH  Google Scholar 

  • Scaparra, M.P., Church, R.L.: A bilevel mixed integer program for critical infrastructure protection planning. Comput. Oper. Res. 35(6), 1905–1923 (2008b)

    Article  MATH  Google Scholar 

  • Smith, J.C.: Basic interdiction models. In: Cochran, J. (ed.) Wiley Encyclopedia of Operations Research and Management Science (EORMS), Wiley, New York (2010). URL: http://eu.wiley.com/WileyCDA/Section/id-380764.html (accessed May 2010)

    Google Scholar 

  • Snyder, L.V., Scaparra, M.P., Daskin, M.S., Church, R.L.: Planning for disruptions in supply chain networks. In: Greenberg, H.K. (ed.) TutORials in Operations Research, pp. 234–257. INFORMS, Baltimore (2006)

    Google Scholar 

  • Teixeira, J.C., Antunes, A.P.: A hierarchical location model for public facility planning. Eur. J. Oper. Res. 185(1), 92–104 (2008)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Deniz Aksen.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Aksen, D., Aras, N. & Piyade, N. A Bilevel p-median model for the planning and protection of critical facilities. J Heuristics 19, 373–398 (2013). https://doi.org/10.1007/s10732-011-9163-5

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10732-011-9163-5

Keywords

Navigation